Blog
Articles about AI agent readiness, web standards, and preparing for autonomous agents.
Grok Bot, Meta Muse and OpenAI dots: is your website ready?
What Grok Bot, Meta Muse and OpenAI dots mean for agent readiness. A real browser walkthrough and practical checks for forms, login and task completion.
WebMCP in ChatGPT and Codex: what changed in August 2026
WebMCP site tools run in compatible desktop browser sessions. Learn what changed in August 2026, how access is limited, and what a static scan can check.
The Responsive Design Moment for AI Agents
The web moved from separate m.dot sites to responsive design. AI agent readiness follows the same path, from separate agent APIs to one adaptive content layer.
Vercel agent-browser: CLI browser automation for AI agents
Vercel agent-browser automates browsers through shell commands and accessibility snapshots. Learn how refs work and when a CLI fits your agent workflow.
Playwright: From Test Runner to AI Agent Interface
After Playwright overtook Cypress, Microsoft released Playwright MCP as an important browser automation option for compatible agents. We explain how getByRole and accessibility snapshots expose useful roles and names without guaranteeing complete agent navigation or task success.
How AI agents can use your website's accessibility tree
Browser agents may combine the DOM, accessibility tree, and screenshots. Learn how roles and accessible names support snapshot-dependent agents and what a scan can check.
What Is agents.json? Advertising AI Agent Capabilities on Your Website
agents.json is a machine-readable file that tells AI agents what your website can do, like robots.txt for actions. We cover the Wildcard spec and setup.
What is MCP? How AI assistants connect to tools and data
Model Context Protocol (MCP) connects AI applications to tools and data through compatible servers. Learn how clients, server discovery and website integration work.
What Is Google's A2A Protocol? Agent-to-Agent Communication Explained
Google's Agent-to-Agent (A2A) protocol lets AI agents find and work with each other. We cover the Agent Card, task lifecycle, A2A vs MCP and setup.
What Is WebMCP and Why Your Website Needs It
WebMCP is the W3C proposal that exposes website functions to AI agents. It runs in ChatGPT's desktop browser and on Shopify. We cover the APIs and setup.
Explore more
Explore the checks behind measured stable-core coverage.